{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# -*- coding: utf-8 -*-\n",
    "# @author: tongzi\n",
    "# @created date: 2019/10/19\n",
    "# @description: 人脸识别管道\n",
    "# @last modification: 2019/10/19"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#import libraries\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "虽然本章介绍了许多机器学习的核心概念和算法，但是将这些概念应用到真实工作中还是\n",
    "有难度的。真实世界的数据集通常都充满噪音和杂质，有的可能是缺少特征，有的可能是数据形式很难转换成整齐的 [n_samples, n_features] 特征矩阵。当你应用本章介绍的任何方法之前，都需要先从数据中提取特征。怎么提取特征这件事情并没有万灵药，只能靠数据科学家不断地磨炼直觉、积累经验。  \n",
    "  \n",
    "机器学习中最有趣、也是最具挑战性的任务就是图像识别，前面也已经介绍过一些通过像\n",
    "素级特征进行分类学习的案例。在真实世界中，数据通常不会像数据集这么整齐，再用简\n",
    "单的像素特征就不合适了。也正因如此，有关图像数据特征提取方法的研究取得了大量成\n",
    "果。  \n",
    "  \n",
    "在本节中，我们将介绍一种图像特征提取技术——方向梯度直方图（Histogram of\n",
    "Oriented Gradients，HOG，http://bit.ly/2fCEAcb）。它可以将图像像素转换成向量形式，与图像具体内容有关，与图像合成因素无关，如照度（illumination）。我们将根据这些特征，使用前面介绍过的机器学习算法和内容开发一个简单的人脸识别管道。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.14.1 HOG特征  \n",
    "方向梯度直方图是一个简单的特征提取程序，专门用来识别有行人（pedestrians）的图像\n",
    "内容。HOG 方法包含以下五个步骤。  \n",
    "(1) 图像标准化（可选），消除照度对图像的影响。  \n",
    "(2) 用与水平和垂直方向的亮度梯度相关的两个过滤器处理图像，捕捉图像的边、角和纹理信息。  \n",
    "(3) 将图像切割成预定义大小的图块，然后计算每个图块内梯度方向的频次直方图。  \n",
    "(4) 对比每个图块与相邻图块的频次直方图，并做标准化处理，进一步消除照度对图像的\n",
    "影响。  \n",
    "(5) 获得描述每个图块信息的一维特征向量。  \n",
    "  \n",
    "Scikit-Image 项目内置了一个快速的 HOG 提取器，可以用它快速获取并可视化每个图块的方向梯度："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from skimage import data, color, feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import skimage.data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda3\\lib\\site-packages\\skimage\\feature\\_hog.py:239: skimage_deprecation: Argument `visualise` is deprecated and will be changed to `visualize` in v0.16\n",
      "  'be changed to `visualize` in v0.16', skimage_deprecation)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'visualization of HOG features')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = color.rgb2gray(data.chelsea())\n",
    "hog_vec, hog_vis = feature.hog(image, visualise=True)\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(12, 6), \n",
    "                       subplot_kw=dict(xticks=[], yticks=[]))\n",
    "axes[0].imshow(image, cmap='gray')\n",
    "axes[0].set_title('input image')\n",
    "\n",
    "axes[1].imshow(hog_vis)\n",
    "axes[1].set_title('visualization of HOG features')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.14.2HOG实战：简单的人脸识别器  \n",
    "有了图像的 HOG 特征后，就可以用 Scikit-Learn 的任意评估器建立一个简单人脸识别算法，这里使用线性支持向量机（详情请参见 5.7 节），具体步骤如下：  \n",
    "(1) 获取一组人脸图像缩略图，构建“正”（positive）训练样本。  \n",
    "(2) 获取另一组人脸图像缩略图，构建“负”（negative）训练样本。  \n",
    "(3) 提取训练样本的 HOG 特征。  \n",
    "(4) 对样本训练一个线性 SVM 模型。  \n",
    "(5) 为“未知”图像传递一个移动的窗口，用模型评估窗口中的内容是否是人脸。  \n",
    "(6) 如果发现和已知图像重叠，就将它们组合成一个窗口。  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "（1）获取一组正训练样本。  \n",
    "首先找一些能体现人脸变化的图像作为正训练样本。获取这些图像的方法很简单——\n",
    "Wild 数据集里面带标签的人脸图像就是，用 Scikit-Learn 可以直接下载："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import fetch_lfw_people"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "faces = fetch_lfw_people()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(13233, 62, 47)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "positive_patches = faces.images\n",
    "positive_patches.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "(2)获取一组训练样本  \n",
    "之后需要获取一组近似大小的缩略图，但它们不在训练样本中。解决这个问题的一种方\n",
    "法是引入别的图像语料库，然后再按需求抽取缩略图。这里使用 Scikit-Image 的图像数\n",
    "据，再用 Scikit-Image 的 PatchExtractor 提取缩略图："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "from skimage import data, transform"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "imgs_to_use = ['camera', 'text', 'coins', 'moon', 'page', 'clock',\n",
    "              'immunohistochemistry', 'chelsea', 'coffee', \n",
    "               'hubble_deep_field']\n",
    "images = [color.rgb2gray(getattr(data, name)()) for name in imgs_to_use]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.feature_extraction.image import PatchExtractor\n",
    "def extract_patches(img, N, scale=1.0, \n",
    "                   patch_size=positive_faces[0].shape):\n",
    "    extracted_patch_size = \\\n",
    "    tuple((scale * np.array(patch_size)).astype(int))\n",
    "    extractor = PatchExtractor(patch_size=extracted_patch_size,\n",
    "                              max_patches=N, random_state=0)\n",
    "    patches = extractor.transform(img[np.newaxis])\n",
    "    if scale != 1:\n",
    "        patches = np.array([transform.resize(patch, patch_size)\n",
    "                           for patch in patches])\n",
    "    return patches\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(30000, 62, 47)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "negative_patches = np.vstack([extract_patches(im, 1000, scale)\n",
    "                             for im in images for scale in [0.5, 1.0, 2.0]])\n",
    "negative_patches.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "现在就有了 30 000 张尺寸合适、未经识别的图像。先来看一些图像，直观感受一下:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 60 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(6, 10)\n",
    "for i, ax in enumerate(axes.flat):\n",
    "    ax.imshow(negative_patches[500 * i], cmap='gray')\n",
    "    ax.axis('off')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们希望这些图像可以让我们的算法学会“没有人脸”是什么样子。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "(3) 组合数据集并提取 HOG 特征。  \n",
    "现在就有了正样本和负样本。将它们组合起来，然后计算 HOG 特征。这些步骤需要耗\n",
    "点儿时间，因为对每张图象进行 HOG 特征提取的计算量可不小："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "from itertools import chain\n",
    "X_train = np.array([feature.hog(im) for im in chain(positive_patches, \n",
    "                                                   negative_patches)])\n",
    "y_train = np.zeros(X_train.shape[0])\n",
    "y_train[:positive_patches.shape[0]] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(43233, 1215)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这样，我们就获得了 43 000 个训练样本，每个样本有 1215 个特征。现在有了特征矩\n",
    "阵，就可以给 Scikit-Learn 训练了。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "(4) 训练一个支持向量机  \n",
    "下面用本章介绍过的工具来创建一个缩略图分类器。对于高维度的二元分类（是不是人\n",
    "脸）任务，用线性支持向量机是个不错的选择。这里用 Scikit-Learn 的 LinearSVC ，因为它比 SVC 更适合处理大样本数据.  \n",
    "  \n",
    "首先，用简单的高斯朴素贝叶斯分类器算一个初始解："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.model_selection import cross_val_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1978: FutureWarning: The default value of cv will change from 3 to 5 in version 0.22. Specify it explicitly to silence this warning.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([0.95385469, 0.97349247, 0.97501908])"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cross_val_score(GaussianNB(), X_train, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们发现，对于训练数据，即使用简单的朴素贝叶斯算法也可以获得 90% 以上的准确\n",
    "率。现在再用支持向量机分类，用网格搜索获取最优的边界软化参数 C ："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.svm import LinearSVC\n",
    "from sklearn.model_selection import GridSearchCV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1978: FutureWarning: The default value of cv will change from 3 to 5 in version 0.22. Specify it explicitly to silence this warning.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "GridSearchCV(cv='warn', error_score='raise-deprecating',\n",
       "             estimator=LinearSVC(C=1.0, class_weight=None, dual=True,\n",
       "                                 fit_intercept=True, intercept_scaling=1,\n",
       "                                 loss='squared_hinge', max_iter=10000,\n",
       "                                 multi_class='ovr', penalty='l2',\n",
       "                                 random_state=None, tol=0.0001, verbose=0),\n",
       "             iid='warn', n_jobs=None,\n",
       "             param_grid={'C': [1.0, 2.0, 3.0, 4.0, 8.0]},\n",
       "             pre_dispatch='2*n_jobs', refit=True, return_train_score=False,\n",
       "             scoring=None, verbose=0)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grid = GridSearchCV(LinearSVC(max_iter=10000), {'C': [1.0, 2.0, 3.0, 4.0, 8.0]})\n",
    "grid.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'C': 1.0}"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grid.best_params_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9891286748548562"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grid.best_score_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LinearSVC(C=1.0, class_weight=None, dual=True, fit_intercept=True,\n",
       "          intercept_scaling=1, loss='squared_hinge', max_iter=10000,\n",
       "          multi_class='ovr', penalty='l2', random_state=None, tol=0.0001,\n",
       "          verbose=0)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = grid.best_estimator_\n",
    "model.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "(5) 在新图像中寻找人脸。  \n",
    "模型已经训练完成，让我们拿一张新图像检验模型的训练效果。使用一张宇航员照片的局\n",
    "部图像（详情请参见 5.14.3 节），在上面运行一个移动窗口来评估每次移动的结果\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda3\\lib\\site-packages\\skimage\\transform\\_warps.py:23: UserWarning: The default multichannel argument (None) is deprecated.  Please specify either True or False explicitly.  multichannel will default to False starting with release 0.16.\n",
      "  warn('The default multichannel argument (None) is deprecated.  Please '\n"
     ]
    }
   ],
   "source": [
    "test_image = skimage.data.astronaut()\n",
    "test_image = skimage.color.rgb2gray(test_image)\n",
    "test_image = skimage.transform.rescale(test_image, 0.5)\n",
    "test_image = test_image[:160, 40:180]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.5, 139.5, 159.5, -0.5)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(test_image, cmap='gray')\n",
    "plt.axis('off')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "然后，创建一个不断在图像中移动的窗口，然后计算每次移动位置的 HOG 特征："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sliding_window(img, patch_size=positive_patches[0].shape,\n",
    "                  istep=2, jstep=2, scale=1.0):\n",
    "    Ni, Nj = (int(scale * s) for s in patch_size)\n",
    "    for i in range(0, img.shape[0] - Ni, istep):\n",
    "        for j in range(0, img.shape[1] - Nj, jstep):\n",
    "            patch = img[i:i+Ni, j:j+Nj]\n",
    "            if scale != 1:\n",
    "                patch = transform.resize(patch, patch_size)\n",
    "            yield (i, j), patch\n",
    "            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2303, 1215)"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "indices, patches = zip(*sliding_window(test_image))\n",
    "patches_hog = np.array([feature.hog(patch) for patch in patches])\n",
    "patches_hog.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "最后，收集这些 HOG 特征，并用训练好的模型来评估每个窗口中是否有人脸："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "49.0"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels = model.predict(patches_hog)\n",
    "labels.sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在近 2000 幅图像中，总共发现了49幅带人脸的图像。用矩形把收集到的信息画在图像上:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "ax.imshow(test_image, cmap='gray')\n",
    "ax.axis('off')\n",
    "\n",
    "Ni, Nj = positive_patches[0].shape\n",
    "indcies = np.array(indices)\n",
    "\n",
    "for i, j in indcies[labels == 1]:\n",
    "    ax.add_patch(plt.Rectangle((j, i), Nj, Ni, edgecolor='red',\n",
    "                              alpha=0.5, lw=2, facecolor='none'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "所有窗口都重叠在一起，并找到了图像中的人脸！简单的几行 Python 代码就有着巨大\n",
    "的威力。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.14.3　注意事项与改进方案  \n",
    "如果你继续研究前面的代码和示例，就会发现在发布一个产品级的人脸识别器之前，还有\n",
    "一些工作要做。有些问题已经解决了，但还有一些内容有待完善。  \n",
    "  \n",
    "*我们的训练集，尤其是负样本特征（negative feature）并不完整*  \n",
    "这个问题的关键在于，有许多类似人脸的纹理并不在训练集里面，因此我们的模型非常\n",
    "容易产生假正错误（false positives）。如果你用前面的算法评估完整的宇航员照片就可能会出错：模型可能会将图像的其他地方误判为人脸。  \n",
    "如果引入更多的负训练集图像，应该可以改善这个问题。另一种改善方案是用更直接的\n",
    "方法，例如困难负样本挖掘（hard negative mining）。在困难负样本挖掘方法中，给分类器看一些没见过的新图像，找出所有分类器识别错误的假正图像，然后将这些图像增加\n",
    "到训练集中，再重新训练分类器。  \n",
    "  \n",
    "*目前的管道只搜索一个尺寸*  \n",
    "我们的算法会丢失一些尺寸不是 62 像素 × 47 像素的人脸。我们可以采用不同尺寸的\n",
    "窗口来解决这个问题，每次将图形提供给模型之前，都用 skimage.transform.resize 重\n",
    "置图像尺寸——其实前面使用的 sliding_window() 函数已经具备这种功能。  \n",
    "  \n",
    "*应该将包含人脸的重叠窗口合并*  \n",
    "一个产品级的管道不应该让同一张脸重复出现 30 次，而是将这些重叠的窗口合并成\n",
    "一个。这个问题可以通过一个无监督的聚类方法（MeanShift 聚类就是解决这个问题的\n",
    "好办法）来解决，或者通过机器视觉常用的算法，例如非极大值抑制（nonmaximum\n",
    "suppression）来解决。  \n",
    "  \n",
    "*管道可以更具流线型*  \n",
    "一旦解决了以上问题，就可以创建一个更具流线型的管道，将获取训练图像和预测滑动\n",
    "窗口输出的功能都封装在管道中，那样效果会更好。这正体现了 Python 作为一个数据\n",
    "科学工具的优势：只要花一点儿功夫，就可以完成原型代码，并将其打包成设计优良\n",
    "的面向对象 API，让用户可以轻松地使用它们。我觉得这条建议可以作为“读者练习”，\n",
    "感兴趣的读者可以试试。  \n",
    "  \n",
    "*应该考虑使用更新的技术，例如深度学习*  \n",
    "不得不说，HOG 和其他图像特征提取方法已经不是最新的技术了。许多流行的物体识\n",
    "别管道都在使用各种深度神经网络（deep neural network）。你可以将神经网络看成一种评估器，具有自我学习的能力，可以从数据中确定最优特征提取策略，而不需要依赖用\n",
    "户的直觉。虽然有关深度神经网络方法的内容（以及计算量）超出了本节涵盖的范围，\n",
    "但是开源工具（如谷歌的 TensorFlow，https://www.tensorflow.org/）已经让深度学习方法不再那么高高在上。在我写这本书的时候。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### This section is accomplished!!!"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
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